Is the panel fair? Evaluating panel compositions through network analysis. The case of research assessments in Italy
Alberto Baccini, Cristina Re

TL;DR
This paper proposes an empirical network analysis method to evaluate the fairness of panel compositions in research assessments, revealing potential biases in panels appointed by authorities compared to randomly selected panels.
Contribution
It introduces a novel approach using co-authorship, publication, and affiliation networks to assess panel fairness in research evaluations.
Findings
Panels appointed by authorities had higher interconnectedness than the control panel.
Connectedness correlates with potential biases in panel composition.
The method provides a new way to evaluate fairness in research assessment panels.
Abstract
Research evaluation is usually governed by panels of peers. Procedural fairness refers to the principles that ensures decisions are made through a fair and transparent process. It requires that the composition of panels is fair. A fair panel is usually defined in terms of observable characteristics of scholars such as gender or affiliations. The formal adherence to these criteria is not sufficient to guarantee a fair composition in terms of scholarly thinking, background, or policy orientation. An empirical strategy for exploring the fairness in the intellectual composition of panels is proposed, based on the observation of links between panellists. The case study regards the three panels selected to evaluate research in economics, statistics and business during the Italian research assessment exercises. The first two panels were appointed directly by the governmental agency responsible…
Peer Reviews
No public reviews on file for this paper yet. If you reviewed it on a platform where reviews are public (OpenReview, ICLR, NeurIPS, ICML), you can paste yours below so the community can read it here.
Videos
No videos yet. Explain this paper in a talk, walkthrough, or lecture? Add one.
Taxonomy
TopicsSocial Capital and Networks · Regional Development and Policy
